{"id":"W7096009128","doi":"","title":"Airline and EpiPen ® Marketer Want Travelers at Risk of Severe Allergic Reactions to Feel Better Prepared","year":2016,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anaphylactic reactions; Anaphylaxis; Allergic reaction; Risk management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002238855,0.00009622107,0.0001278419,0.0000614577,0.00005513584,0.00001989802,0.0002885308,0.00004234259,0.0001889662],"category_scores_gemma":[0.000038077,0.00006101148,0.00004316231,0.00007082507,0.00002225888,0.0002129651,0.0002995047,0.00003988478,0.0000347828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004211322,"about_ca_system_score_gemma":0.00001593812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001158871,"about_ca_topic_score_gemma":0.0001116474,"domain_scores_codex":[0.9990225,0.00005226933,0.0002328128,0.0003522643,0.0001562155,0.000183955],"domain_scores_gemma":[0.9991325,0.000124696,0.00006595733,0.0005246486,0.00004417762,0.0001080067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002325485,0.000175979,0.04680208,0.00008216208,0.0003283756,0.00002449351,0.006670149,0.0008327218,0.06001469,0.003930132,0.03429799,0.8466087],"study_design_scores_gemma":[0.00651182,0.0006644837,0.582085,0.000481797,0.000114096,0.0003041494,0.0002303724,0.2071902,0.03367448,0.01367382,0.1529187,0.002151127],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5974886,0.00001131296,0.3942666,0.004741253,0.0001007161,0.0001494301,0.000006141304,0.00005765903,0.003178202],"genre_scores_gemma":[0.8902159,0.00003282581,0.1005208,0.0003586508,0.00003209113,0.0000105386,3.467913e-7,0.000006232671,0.008822615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8444576,"threshold_uncertainty_score":0.2487976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412706220175233,"score_gpt":0.2233916864420106,"score_spread":0.2092646242402583,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}